Overview

Brought to you by YData

Dataset statistics

Number of variables	26
Number of observations	528005
Missing cells	475317
Missing cells (%)	3.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	99.7 MiB
Average record size in memory	198.0 B

Variable types

Numeric	6
Categorical	11
Text	7
DateTime	2

Alerts

`auth` is highly overall correlated with `length` and 1 other fields	High correlation
`browser` is highly overall correlated with `device` and 1 other fields	High correlation
`country` is highly overall correlated with `region` and 1 other fields	High correlation
`device` is highly overall correlated with `browser` and 1 other fields	High correlation
`gender` is highly overall correlated with `userId`	High correlation
`length` is highly overall correlated with `auth` and 3 other fields	High correlation
`level` is highly overall correlated with `userId`	High correlation
`method` is highly overall correlated with `length` and 1 other fields	High correlation
`os` is highly overall correlated with `region` and 1 other fields	High correlation
`page` is highly overall correlated with `auth` and 3 other fields	High correlation
`region` is highly overall correlated with `country` and 2 other fields	High correlation
`sessionId` is highly overall correlated with `ts` and 1 other fields	High correlation
`status` is highly overall correlated with `length` and 1 other fields	High correlation
`ts` is highly overall correlated with `sessionId`	High correlation
`userId` is highly overall correlated with `browser` and 7 other fields	High correlation
`page` is highly imbalanced (70.5%)	Imbalance
`auth` is highly imbalanced (99.7%)	Imbalance
`method` is highly imbalanced (62.1%)	Imbalance
`status` is highly imbalanced (73.2%)	Imbalance
`device` is highly imbalanced (68.2%)	Imbalance
`country` is highly imbalanced (58.9%)	Imbalance
`artist` has 95128 (18.0%) missing values	Missing
`song` has 95128 (18.0%) missing values	Missing
`length` has 95128 (18.0%) missing values	Missing
`browser` has 37918 (7.2%) missing values	Missing
`region` has 152015 (28.8%) missing values	Missing

Reproduction

Analysis started	2025-10-06 11:01:42.548298
Analysis finished	2025-10-06 11:02:03.724256
Duration	21.18 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

ts
Real number (ℝ)

High correlation

Distinct	499351
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5409669 × 10¹²

Minimum	1.538352 × 10¹²
Maximum	1.5436225 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 MiB

Quantile statistics

Minimum	1.538352 × 10¹²
5-th percentile	1.5386161 × 10¹²
Q1	1.539723 × 10¹²
median	1.541007 × 10¹²
Q3	1.5421782 × 10¹²
95-th percentile	1.5433659 × 10¹²
Maximum	1.5436225 × 10¹²
Range	5.270455 × 10⁹
Interquartile range (IQR)	2.455156 × 10⁹

Descriptive statistics

Standard deviation	1.4812331 × 10⁹
Coefficient of variation (CV)	0.00096123614
Kurtosis	-1.1111058
Mean	1.5409669 × 10¹²
Median Absolute Deviation (MAD)	1.224116 × 10⁹
Skewness	0.0034125876
Sum	8.1363824 × 10¹⁷
Variance	2.1940515 × 10¹⁸
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1540991845000	4	< 0.1%
1543497741000	4	< 0.1%
1538527262000	4	< 0.1%
1541548274000	4	< 0.1%
1538744489000	4	< 0.1%
1540833447000	4	< 0.1%
1542299842000	4	< 0.1%
1541007180000	4	< 0.1%
1542052928000	4	< 0.1%
1540578051000	4	< 0.1%
Other values (499341)	527965	> 99.9%

Value	Count	Frequency (%)
1538352011000	1	< 0.1%
1538352025000	1	< 0.1%
1538352118000	1	< 0.1%
1538352119000	1	< 0.1%
1538352124000	1	< 0.1%
1538352125000	1	< 0.1%
1538352176000	1	< 0.1%
1538352215000	1	< 0.1%
1538352241000	1	< 0.1%
1538352259000	1	< 0.1%

Value	Count	Frequency (%)
1543622466000	1	< 0.1%
1543622405000	1	< 0.1%
1543622404000	1	< 0.1%
1543622401000	1	< 0.1%
1543622393000	1	< 0.1%
1543622392000	1	< 0.1%
1543622379000	2	< 0.1%
1543622378000	1	< 0.1%
1543622376000	1	< 0.1%
1543622368000	1	< 0.1%

userId
Real number (ℝ)

High correlation

Distinct	448
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60268.427

Minimum	2
Maximum	300051
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 MiB

Quantile statistics

Minimum	2
5-th percentile	24
Q1	96
median	201
Q3	100008
95-th percentile	300035
Maximum	300051
Range	300049
Interquartile range (IQR)	99912

Descriptive statistics

Standard deviation	109898.82
Coefficient of variation (CV)	1.8234892
Kurtosis	0.39643461
Mean	60268.427
Median Absolute Deviation (MAD)	106
Skewness	1.4638795
Sum	3.1822031 × 10¹⁰
Variance	1.2077751 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92	9767	1.8%
140	7448	1.4%
300049	7309	1.4%
101	6842	1.3%
300035	6810	1.3%
195	6184	1.2%
230	6019	1.1%
163	5965	1.1%
250	5678	1.1%
18	5511	1.0%
Other values (438)	460472	87.2%

Value	Count	Frequency (%)
2	941	0.2%
3	25	< 0.1%
4	542	0.1%
5	278	0.1%
6	1408	0.3%
7	600	0.1%
8	32	< 0.1%
9	2596	0.5%
10	423	0.1%
11	264	< 0.1%

Value	Count	Frequency (%)
300051	1108	0.2%
300050	79	< 0.1%
300049	7309	1.4%
300048	1456	0.3%
300047	655	0.1%
300046	790	0.1%
300045	889	0.2%
300044	1081	0.2%
300043	53	< 0.1%
300042	1705	0.3%

sessionId
Real number (ℝ)

High correlation

Distinct	4470
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2042.9802

Minimum	1
Maximum	4808
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 MiB

Quantile statistics

Minimum	1
5-th percentile	153
Q1	632
median	1973
Q3	3310
95-th percentile	4364
Maximum	4808
Range	4807
Interquartile range (IQR)	2678

Descriptive statistics

Standard deviation	1433.9981
Coefficient of variation (CV)	0.70191486
Kurtosis	-1.3291119
Mean	2042.9802
Median Absolute Deviation (MAD)	1339
Skewness	0.20244849
Sum	1.0787038 × 10⁹
Variance	2056350.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1052	987	0.2%
2860	912	0.2%
3425	884	0.2%
4131	873	0.2%
477	817	0.2%
2470	799	0.2%
3513	765	0.1%
836	746	0.1%
3821	739	0.1%
356	731	0.1%
Other values (4460)	519752	98.4%

Value	Count	Frequency (%)
1	173	< 0.1%
2	54	< 0.1%
3	86	< 0.1%
4	96	< 0.1%
5	119	< 0.1%
6	119	< 0.1%
7	22	< 0.1%
9	627	0.1%
10	285	0.1%
11	277	0.1%

Value	Count	Frequency (%)
4808	14	< 0.1%
4801	24	< 0.1%
4799	54	< 0.1%
4791	97	< 0.1%
4790	84	< 0.1%
4779	38	< 0.1%
4777	132	< 0.1%
4774	39	< 0.1%
4771	148	< 0.1%
4767	244	< 0.1%

page
Categorical

High correlation Imbalance

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

NextSong	432877
Thumbs Up	23826
Home	19089
Add to Playlist	12349
Add Friend	8087
Other values (14)	31777

Length

Max length	25
Median length	8
Mean length	8.1342923
Min length	4

Characters and Unicode

Total characters	4294947
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NextSong
2nd row	NextSong
3rd row	NextSong
4th row	Logout
5th row	NextSong

Common Values

Value	Count	Frequency (%)
NextSong	432877	82.0%
Thumbs Up	23826	4.5%
Home	19089	3.6%
Add to Playlist	12349	2.3%
Add Friend	8087	1.5%
Roll Advert	7773	1.5%
Logout	5990	1.1%
Thumbs Down	4911	0.9%
Downgrade	3811	0.7%
Settings	2964	0.6%
Other values (9)	6328	1.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
nextsong	432877	72.3%
thumbs	28737	4.8%
up	23826	4.0%
add	20436	3.4%
home	19089	3.2%
to	12349	2.1%
playlist	12349	2.1%
friend	8087	1.4%
roll	7773	1.3%
advert	7773	1.3%
Other values (13)	25092	4.2%

Most occurring characters

Value	Count	Frequency (%)
o	494733	11.5%
t	480064	11.2%
e	479985	11.2%
n	453847	10.6%
g	447599	10.4%
S	437415	10.2%
N	432877	10.1%
x	432877	10.1%
	70383	1.6%
d	61915	1.4%
Other values (26)	503252	11.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4294947	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	494733	11.5%
t	480064	11.2%
e	479985	11.2%
n	453847	10.6%
g	447599	10.4%
S	437415	10.2%
N	432877	10.1%
x	432877	10.1%
	70383	1.6%
d	61915	1.4%
Other values (26)	503252	11.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4294947	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	494733	11.5%
t	480064	11.2%
e	479985	11.2%
n	453847	10.6%
g	447599	10.4%
S	437415	10.2%
N	432877	10.1%
x	432877	10.1%
	70383	1.6%
d	61915	1.4%
Other values (26)	503252	11.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4294947	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	494733	11.5%
t	480064	11.2%
e	479985	11.2%
n	453847	10.6%
g	447599	10.4%
S	437415	10.2%
N	432877	10.1%
x	432877	10.1%
	70383	1.6%
d	61915	1.4%
Other values (26)	503252	11.7%

auth
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Logged In	527906
Cancelled	99

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	4752045
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Logged In
2nd row	Logged In
3rd row	Logged In
4th row	Logged In
5th row	Logged In

Common Values

Value	Count	Frequency (%)
Logged In	527906	> 99.9%
Cancelled	99	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
logged	527906	50.0%
in	527906	50.0%
cancelled	99	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
g	1055812	22.2%
e	528104	11.1%
d	528005	11.1%
n	528005	11.1%
L	527906	11.1%
o	527906	11.1%
	527906	11.1%
I	527906	11.1%
l	198	< 0.1%
C	99	< 0.1%
Other values (2)	198	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4752045	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
g	1055812	22.2%
e	528104	11.1%
d	528005	11.1%
n	528005	11.1%
L	527906	11.1%
o	527906	11.1%
	527906	11.1%
I	527906	11.1%
l	198	< 0.1%
C	99	< 0.1%
Other values (2)	198	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4752045	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
g	1055812	22.2%
e	528104	11.1%
d	528005	11.1%
n	528005	11.1%
L	527906	11.1%
o	527906	11.1%
	527906	11.1%
I	527906	11.1%
l	198	< 0.1%
C	99	< 0.1%
Other values (2)	198	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4752045	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
g	1055812	22.2%
e	528104	11.1%
d	528005	11.1%
n	528005	11.1%
L	527906	11.1%
o	527906	11.1%
	527906	11.1%
I	527906	11.1%
l	198	< 0.1%
C	99	< 0.1%
Other values (2)	198	< 0.1%

method
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

PUT	489128
GET	38877

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1584015
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PUT
2nd row	PUT
3rd row	PUT
4th row	PUT
5th row	PUT

Common Values

Value	Count	Frequency (%)
PUT	489128	92.6%
GET	38877	7.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
put	489128	92.6%
get	38877	7.4%

Most occurring characters

Value	Count	Frequency (%)
T	528005	33.3%
P	489128	30.9%
U	489128	30.9%
G	38877	2.5%
E	38877	2.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1584015	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	528005	33.3%
P	489128	30.9%
U	489128	30.9%
G	38877	2.5%
E	38877	2.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1584015	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	528005	33.3%
P	489128	30.9%
U	489128	30.9%
G	38877	2.5%
E	38877	2.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1584015	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	528005	33.3%
P	489128	30.9%
U	489128	30.9%
G	38877	2.5%
E	38877	2.5%

status
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

200	483600
307	43902
404	503

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1584015
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	200
2nd row	200
3rd row	200
4th row	307
5th row	200

Common Values

Value	Count	Frequency (%)
200	483600	91.6%
307	43902	8.3%
404	503	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
200	483600	91.6%
307	43902	8.3%
404	503	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	1011605	63.9%
2	483600	30.5%
3	43902	2.8%
7	43902	2.8%
4	1006	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1584015	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1011605	63.9%
2	483600	30.5%
3	43902	2.8%
7	43902	2.8%
4	1006	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1584015	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1011605	63.9%
2	483600	30.5%
3	43902	2.8%
7	43902	2.8%
4	1006	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1584015	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1011605	63.9%
2	483600	30.5%
3	43902	2.8%
7	43902	2.8%
4	1006	0.1%

level
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	515.9 KiB

paid	418044
free	109961

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	2112020
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	free
2nd row	free
3rd row	paid
4th row	paid
5th row	paid

Common Values

Value	Count	Frequency (%)
paid	418044	79.2%
free	109961	20.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
paid	418044	79.2%
free	109961	20.8%

Most occurring characters

Value	Count	Frequency (%)
p	418044	19.8%
a	418044	19.8%
i	418044	19.8%
d	418044	19.8%
e	219922	10.4%
f	109961	5.2%
r	109961	5.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2112020	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
p	418044	19.8%
a	418044	19.8%
i	418044	19.8%
d	418044	19.8%
e	219922	10.4%
f	109961	5.2%
r	109961	5.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2112020	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
p	418044	19.8%
a	418044	19.8%
i	418044	19.8%
d	418044	19.8%
e	219922	10.4%
f	109961	5.2%
r	109961	5.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2112020	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
p	418044	19.8%
a	418044	19.8%
i	418044	19.8%
d	418044	19.8%
e	219922	10.4%
f	109961	5.2%
r	109961	5.2%

itemInSession
Real number (ℝ)

Distinct	1006
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	107.77899

Minimum	0
Maximum	1005
Zeros	5147
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 MiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	27
median	68
Q3	148
95-th percentile	349
Maximum	1005
Range	1005
Interquartile range (IQR)	121

Descriptive statistics

Standard deviation	116.86479
Coefficient of variation (CV)	1.0843002
Kurtosis	5.6652906
Mean	107.77899
Median Absolute Deviation (MAD)	50
Skewness	2.0657049
Sum	56907848
Variance	13657.378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	5691	1.1%
3	5646	1.1%
4	5586	1.1%
5	5522	1.0%
6	5431	1.0%
1	5401	1.0%
7	5330	1.0%
8	5258	1.0%
0	5147	1.0%
9	5146	1.0%
Other values (996)	473847	89.7%

Value	Count	Frequency (%)
0	5147	1.0%
1	5401	1.0%
2	5691	1.1%
3	5646	1.1%
4	5586	1.1%
5	5522	1.0%
6	5431	1.0%
7	5330	1.0%
8	5258	1.0%
9	5146	1.0%

Value	Count	Frequency (%)
1005	1	< 0.1%
1004	1	< 0.1%
1003	1	< 0.1%
1002	1	< 0.1%
1001	1	< 0.1%
1000	1	< 0.1%
999	1	< 0.1%
998	1	< 0.1%
997	1	< 0.1%
996	1	< 0.1%

location
Text

Distinct	192
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Length

Max length	46
Median length	39
Mean length	25.48594
Min length	8

Characters and Unicode

Total characters	13456704
Distinct characters	57
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Corpus Christi, TX
2nd row	Houston-The Woodlands-Sugar Land, TX
3rd row	Orlando-Kissimmee-Sanford, FL
4th row	Orlando-Kissimmee-Sanford, FL
5th row	Mobile, AL

Value	Count	Frequency (%)
ca	78171	5.5%
city	51680	3.6%
new	45353	3.2%
tx	42442	3.0%
ny-nj-pa	40156	2.8%
york-newark-jersey	40156	2.8%
los	34278	2.4%
angeles-long	34278	2.4%
beach-anaheim	34278	2.4%
fl	32129	2.3%
Other values (301)	985094	69.5%

Most occurring characters

Value	Count	Frequency (%)
e	969488	7.2%
	890010	6.6%
a	877940	6.5%
-	866585	6.4%
o	742296	5.5%
n	722917	5.4%
r	620281	4.6%
i	553202	4.1%
l	546456	4.1%
,	528005	3.9%
Other values (47)	6139524	45.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13456704	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	969488	7.2%
	890010	6.6%
a	877940	6.5%
-	866585	6.4%
o	742296	5.5%
n	722917	5.4%
r	620281	4.6%
i	553202	4.1%
l	546456	4.1%
,	528005	3.9%
Other values (47)	6139524	45.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13456704	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	969488	7.2%
	890010	6.6%
a	877940	6.5%
-	866585	6.4%
o	742296	5.5%
n	722917	5.4%
r	620281	4.6%
i	553202	4.1%
l	546456	4.1%
,	528005	3.9%
Other values (47)	6139524	45.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13456704	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	969488	7.2%
	890010	6.6%
a	877940	6.5%
-	866585	6.4%
o	742296	5.5%
n	722917	5.4%
r	620281	4.6%
i	553202	4.1%
l	546456	4.1%
,	528005	3.9%
Other values (47)	6139524	45.6%

userAgent
Text

Distinct	71
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Length

Max length	139
Median length	130
Mean length	104.43651
Min length	63

Characters and Unicode

Total characters	55142997
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.125 Safari/537.36"
2nd row	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.143 Safari/537.36"
3rd row	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.143 Safari/537.36"
4th row	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.143 Safari/537.36"
5th row	Mozilla/5.0 (Windows NT 6.1; WOW64; rv:31.0) Gecko/20100101 Firefox/31.0

Value	Count	Frequency (%)
mozilla/5.0	528005	8.9%
like	423151	7.1%
gecko	392666	6.6%
khtml	376525	6.3%
applewebkit/537.36	275306	4.6%
safari/537.36	275306	4.6%
windows	270433	4.6%
nt	270433	4.6%
os	263029	4.4%
wow64	244545	4.1%
Other values (87)	2611635	44.0%

Most occurring characters

Value	Count	Frequency (%)
	5403029	9.8%
.	3054166	5.5%
i	2558574	4.6%
e	2493717	4.5%
l	2110007	3.8%
o	2083060	3.8%
0	2000294	3.6%
3	1996021	3.6%
/	1958131	3.6%
5	1776953	3.2%
Other values (52)	29709045	53.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	55142997	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	5403029	9.8%
.	3054166	5.5%
i	2558574	4.6%
e	2493717	4.5%
l	2110007	3.8%
o	2083060	3.8%
0	2000294	3.6%
3	1996021	3.6%
/	1958131	3.6%
5	1776953	3.2%
Other values (52)	29709045	53.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	55142997	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	5403029	9.8%
.	3054166	5.5%
i	2558574	4.6%
e	2493717	4.5%
l	2110007	3.8%
o	2083060	3.8%
0	2000294	3.6%
3	1996021	3.6%
/	1958131	3.6%
5	1776953	3.2%
Other values (52)	29709045	53.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	55142997	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	5403029	9.8%
.	3054166	5.5%
i	2558574	4.6%
e	2493717	4.5%
l	2110007	3.8%
o	2083060	3.8%
0	2000294	3.6%
3	1996021	3.6%
/	1958131	3.6%
5	1776953	3.2%
Other values (52)	29709045	53.9%

lastName
Text

Distinct	275
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Length

Max length	10
Median length	8
Mean length	6.1544569
Min length	2

Characters and Unicode

Total characters	3249584
Distinct characters	46
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Morales
2nd row	Larson
3rd row	Santiago
4th row	Santiago
5th row	Campos

Value	Count	Frequency (%)
reed	12767	2.4%
taylor	12666	2.4%
stewart	11720	2.2%
robinson	11291	2.1%
johnson	11170	2.1%
williams	10291	1.9%
jones	10075	1.9%
white	9287	1.8%
cook	8665	1.6%
larson	7205	1.4%
Other values (265)	422868	80.1%

Most occurring characters

Value	Count	Frequency (%)
e	323463	10.0%
o	308681	9.5%
n	303111	9.3%
a	269898	8.3%
r	267747	8.2%
s	196827	6.1%
l	192133	5.9%
i	158369	4.9%
t	109353	3.4%
h	93232	2.9%
Other values (36)	1026770	31.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3249584	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	323463	10.0%
o	308681	9.5%
n	303111	9.3%
a	269898	8.3%
r	267747	8.2%
s	196827	6.1%
l	192133	5.9%
i	158369	4.9%
t	109353	3.4%
h	93232	2.9%
Other values (36)	1026770	31.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3249584	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	323463	10.0%
o	308681	9.5%
n	303111	9.3%
a	269898	8.3%
r	267747	8.2%
s	196827	6.1%
l	192133	5.9%
i	158369	4.9%
t	109353	3.4%
h	93232	2.9%
Other values (36)	1026770	31.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3249584	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	323463	10.0%
o	308681	9.5%
n	303111	9.3%
a	269898	8.3%
r	267747	8.2%
s	196827	6.1%
l	192133	5.9%
i	158369	4.9%
t	109353	3.4%
h	93232	2.9%
Other values (36)	1026770	31.6%

firstName
Text

Distinct	345
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Length

Max length	11
Median length	10
Mean length	5.9241522
Min length	3

Characters and Unicode

Total characters	3127982
Distinct characters	50
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Joseph
2nd row	Sawyer
3rd row	Maverick
4th row	Maverick
5th row	Gianna

Value	Count	Frequency (%)
joseph	13108	2.5%
riley	10426	2.0%
sophia	9245	1.8%
colin	8736	1.7%
daniel	7476	1.4%
lucero	7448	1.4%
alex	7400	1.4%
janiyah	6810	1.3%
sofia	6629	1.3%
everett	6523	1.2%
Other values (335)	444204	84.1%

Most occurring characters

Value	Count	Frequency (%)
a	398961	12.8%
e	305198	9.8%
n	283718	9.1%
i	252052	8.1%
l	229182	7.3%
o	162158	5.2%
r	150706	4.8%
y	143410	4.6%
s	142229	4.5%
h	93949	3.0%
Other values (40)	966419	30.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3127982	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	398961	12.8%
e	305198	9.8%
n	283718	9.1%
i	252052	8.1%
l	229182	7.3%
o	162158	5.2%
r	150706	4.8%
y	143410	4.6%
s	142229	4.5%
h	93949	3.0%
Other values (40)	966419	30.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3127982	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	398961	12.8%
e	305198	9.8%
n	283718	9.1%
i	252052	8.1%
l	229182	7.3%
o	162158	5.2%
r	150706	4.8%
y	143410	4.6%
s	142229	4.5%
h	93949	3.0%
Other values (40)	966419	30.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3127982	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	398961	12.8%
e	305198	9.8%
n	283718	9.1%
i	252052	8.1%
l	229182	7.3%
o	162158	5.2%
r	150706	4.8%
y	143410	4.6%
s	142229	4.5%
h	93949	3.0%
Other values (40)	966419	30.9%

registration
Real number (ℝ)

Distinct	448
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5355234 × 10¹²

Minimum	1.5098542 × 10¹²
Maximum	1.5430739 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 MiB

Quantile statistics

Minimum	1.5098542 × 10¹²
5-th percentile	1.5290262 × 10¹²
Q1	1.5343678 × 10¹²
median	1.5365559 × 10¹²
Q3	1.5376119 × 10¹²
95-th percentile	1.5382898 × 10¹²
Maximum	1.5430739 × 10¹²
Range	3.3219681 × 10¹⁰
Interquartile range (IQR)	3.244138 × 10⁹

Descriptive statistics

Standard deviation	3.0787255 × 10⁹
Coefficient of variation (CV)	0.0020050007
Kurtosis	8.0389685
Mean	1.5355234 × 10¹²
Median Absolute Deviation (MAD)	1.341543 × 10⁹
Skewness	-2.2673353
Sum	8.1076404 × 10¹⁷
Variance	9.4785507 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1536403972000	9767	1.8%
1536642109000	7448	1.4%
1537523064000	7309	1.4%
1535066380000	6842	1.3%
1538178448000	6810	1.3%
1536082261000	6184	1.2%
1527341164000	6019	1.1%
1533175710000	5965	1.1%
1536859413000	5678	1.1%
1535623466000	5511	1.0%
Other values (438)	460472	87.2%

Value	Count	Frequency (%)
1509854193000	418	0.1%
1519397713000	1123	0.2%
1521380675000	1408	0.3%
1522076012000	523	0.1%
1522793334000	1616	0.3%
1523464964000	620	0.1%
1523721066000	797	0.2%
1523777521000	1447	0.3%
1526739206000	1982	0.4%
1526838391000	366	0.1%

Value	Count	Frequency (%)
1543073874000	128	< 0.1%
1542205030000	100	< 0.1%
1541041865000	1108	0.2%
1539437340000	228	< 0.1%
1538347306000	1974	0.4%
1538336771000	4816	0.9%
1538334792000	1389	0.3%
1538333829000	2072	0.4%
1538333222000	1772	0.3%
1538332310000	53	< 0.1%

gender
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	515.9 KiB

M	302612
F	225393

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	528005
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	M
4th row	M
5th row	F

Common Values

Value	Count	Frequency (%)
M	302612	57.3%
F	225393	42.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	302612	57.3%
f	225393	42.7%

Most occurring characters

Value	Count	Frequency (%)
M	302612	57.3%
F	225393	42.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	528005	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
M	302612	57.3%
F	225393	42.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	528005	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
M	302612	57.3%
F	225393	42.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	528005	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
M	302612	57.3%
F	225393	42.7%

artist
Text

Missing

Distinct	21247
Distinct (%)	4.9%
Missing	95128
Missing (%)	18.0%
Memory size	4.0 MiB

Length

Max length	318
Median length	156
Mean length	13.210217
Min length	1

Characters and Unicode

Total characters	5718399
Distinct characters	132
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5729 ?
Unique (%)	1.3%

Sample

1st row	Martin Orford
2nd row	John Brown's Body
3rd row	Afroman
4th row	Lily Allen
5th row	Carter USM

Value	Count	Frequency (%)
the	50522	5.3%
	28592	3.0%
of	11040	1.2%
and	6533	0.7%
featuring	5193	0.5%
black	4569	0.5%
kings	4031	0.4%
leon	3551	0.4%
coldplay	3445	0.4%
john	3407	0.4%
Other values (20001)	837917	87.4%

Most occurring characters

Value	Count	Frequency (%)
e	536697	9.4%
	526051	9.2%
a	424852	7.4%
i	341369	6.0%
n	330068	5.8%
o	304441	5.3%
r	302742	5.3%
l	245870	4.3%
s	236683	4.1%
t	218714	3.8%
Other values (122)	2250912	39.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5718399	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	536697	9.4%
	526051	9.2%
a	424852	7.4%
i	341369	6.0%
n	330068	5.8%
o	304441	5.3%
r	302742	5.3%
l	245870	4.3%
s	236683	4.1%
t	218714	3.8%
Other values (122)	2250912	39.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5718399	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	536697	9.4%
	526051	9.2%
a	424852	7.4%
i	341369	6.0%
n	330068	5.8%
o	304441	5.3%
r	302742	5.3%
l	245870	4.3%
s	236683	4.1%
t	218714	3.8%
Other values (122)	2250912	39.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5718399	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	536697	9.4%
	526051	9.2%
a	424852	7.4%
i	341369	6.0%
n	330068	5.8%
o	304441	5.3%
r	302742	5.3%
l	245870	4.3%
s	236683	4.1%
t	218714	3.8%
Other values (122)	2250912	39.4%

song
Text

Missing

Distinct	80279
Distinct (%)	18.5%
Missing	95128
Missing (%)	18.0%
Memory size	4.0 MiB

Length

Max length	214
Median length	140
Mean length	17.901175
Min length	1

Characters and Unicode

Total characters	7749007
Distinct characters	157
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	37236 ?
Unique (%)	8.6%

Sample

1st row	Grand Designs
2nd row	Bulls
3rd row	Because I Got High
4th row	Smile (Radio Edit)
5th row	Airplane Food

Value	Count	Frequency (%)
the	54800	3.9%
version	43554	3.1%
album	33820	2.4%
you	24547	1.8%
a	18325	1.3%
of	17999	1.3%
me	17359	1.2%
i	17101	1.2%
in	15648	1.1%
to	14754	1.1%
Other values (38097)	1144011	81.6%

Most occurring characters

Value	Count	Frequency (%)
	971832	12.5%
e	717767	9.3%
o	469008	6.1%
n	402660	5.2%
i	402593	5.2%
a	400952	5.2%
r	361702	4.7%
t	313249	4.0%
s	274727	3.5%
l	273662	3.5%
Other values (147)	3160855	40.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7749007	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	971832	12.5%
e	717767	9.3%
o	469008	6.1%
n	402660	5.2%
i	402593	5.2%
a	400952	5.2%
r	361702	4.7%
t	313249	4.0%
s	274727	3.5%
l	273662	3.5%
Other values (147)	3160855	40.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7749007	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	971832	12.5%
e	717767	9.3%
o	469008	6.1%
n	402660	5.2%
i	402593	5.2%
a	400952	5.2%
r	361702	4.7%
t	313249	4.0%
s	274727	3.5%
l	273662	3.5%
Other values (147)	3160855	40.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7749007	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	971832	12.5%
e	717767	9.3%
o	469008	6.1%
n	402660	5.2%
i	402593	5.2%
a	400952	5.2%
r	361702	4.7%
t	313249	4.0%
s	274727	3.5%
l	273662	3.5%
Other values (147)	3160855	40.8%

length
Real number (ℝ)

High correlation Missing

Distinct	16679
Distinct (%)	3.9%
Missing	95128
Missing (%)	18.0%
Infinite	0
Infinite (%)	0.0%
Mean	248.66459

Minimum	0.78322
Maximum	3024.6657
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 MiB

Quantile statistics

Minimum	0.78322
5-th percentile	138.16118
Q1	199.3922
median	234.00444
Q3	276.79302
95-th percentile	402.76591
Maximum	3024.6657
Range	3023.8825
Interquartile range (IQR)	77.40082

Descriptive statistics

Standard deviation	98.41267
Coefficient of variation (CV)	0.39576471
Kurtosis	76.191342
Mean	248.66459
Median Absolute Deviation (MAD)	38.03429
Skewness	5.0288732
Sum	1.0764118 × 10⁸
Variance	9685.0535
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.3073	2320	0.4%
348.57751	1962	0.4%
201.79546	1735	0.3%
655.77751	1343	0.3%
277.15873	1239	0.2%
219.66322	1069	0.2%
224.67873	1049	0.2%
220.89098	1023	0.2%
252.21179	896	0.2%
236.09424	870	0.2%
Other values (16669)	419371	79.4%
(Missing)	95128	18.0%

Value	Count	Frequency (%)
0.78322	1	< 0.1%
1.12281	3	< 0.1%
2.16771	1	< 0.1%
3.94404	1	< 0.1%
4.04853	5	< 0.1%
4.17914	1	< 0.1%
4.8322	2	< 0.1%
5.53751	1	< 0.1%
6.3473	2	< 0.1%
6.66077	3	< 0.1%

Value	Count	Frequency (%)
3024.66567	10	< 0.1%
2960.5873	1	< 0.1%
2743.09179	1	< 0.1%
2732.2771	1	< 0.1%
2709.2371	1	< 0.1%
2626.45506	1	< 0.1%
2594.87302	14	< 0.1%
2520.99873	21	< 0.1%
2441.19465	1	< 0.1%
2390.20363	1	< 0.1%

ts_dt
Date

Distinct	499351
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Minimum	2018-10-01 00:00:11+00:00
Maximum	2018-12-01 00:01:06+00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

registration_dt
Date

Distinct	448
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Minimum	2017-11-05 03:56:33+00:00
Maximum	2018-11-24 15:37:54+00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

os
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Windows	270433
macOS	232544
Linux	25028

Length

Max length	7
Median length	7
Mean length	6.0243577
Min length	5

Characters and Unicode

Total characters	3180891
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	macOS
2nd row	macOS
3rd row	macOS
4th row	macOS
5th row	Windows

Common Values

Value	Count	Frequency (%)
Windows	270433	51.2%
macOS	232544	44.0%
Linux	25028	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
windows	270433	51.2%
macos	232544	44.0%
linux	25028	4.7%

Most occurring characters

Value	Count	Frequency (%)
i	295461	9.3%
n	295461	9.3%
W	270433	8.5%
d	270433	8.5%
o	270433	8.5%
w	270433	8.5%
s	270433	8.5%
m	232544	7.3%
a	232544	7.3%
c	232544	7.3%
Other values (5)	540172	17.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3180891	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	295461	9.3%
n	295461	9.3%
W	270433	8.5%
d	270433	8.5%
o	270433	8.5%
w	270433	8.5%
s	270433	8.5%
m	232544	7.3%
a	232544	7.3%
c	232544	7.3%
Other values (5)	540172	17.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3180891	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	295461	9.3%
n	295461	9.3%
W	270433	8.5%
d	270433	8.5%
o	270433	8.5%
w	270433	8.5%
s	270433	8.5%
m	232544	7.3%
a	232544	7.3%
c	232544	7.3%
Other values (5)	540172	17.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3180891	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	295461	9.3%
n	295461	9.3%
W	270433	8.5%
d	270433	8.5%
o	270433	8.5%
w	270433	8.5%
s	270433	8.5%
m	232544	7.3%
a	232544	7.3%
c	232544	7.3%
Other values (5)	540172	17.0%

browser
Categorical

High correlation Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	37918
Missing (%)	7.2%
Memory size	4.0 MiB

Chrome	275306
Firefox	113562
Safari	101219

Length

Max length	7
Median length	6
Mean length	6.231718
Min length	6

Characters and Unicode

Total characters	3054084
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Chrome
2nd row	Chrome
3rd row	Chrome
4th row	Chrome
5th row	Firefox

Common Values

Value	Count	Frequency (%)
Chrome	275306	52.1%
Firefox	113562	21.5%
Safari	101219	19.2%
(Missing)	37918	7.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
chrome	275306	56.2%
firefox	113562	23.2%
safari	101219	20.7%

Most occurring characters

Value	Count	Frequency (%)
r	490087	16.0%
o	388868	12.7%
e	388868	12.7%
C	275306	9.0%
h	275306	9.0%
m	275306	9.0%
i	214781	7.0%
f	214781	7.0%
a	202438	6.6%
F	113562	3.7%
Other values (2)	214781	7.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3054084	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	490087	16.0%
o	388868	12.7%
e	388868	12.7%
C	275306	9.0%
h	275306	9.0%
m	275306	9.0%
i	214781	7.0%
f	214781	7.0%
a	202438	6.6%
F	113562	3.7%
Other values (2)	214781	7.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3054084	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	490087	16.0%
o	388868	12.7%
e	388868	12.7%
C	275306	9.0%
h	275306	9.0%
m	275306	9.0%
i	214781	7.0%
f	214781	7.0%
a	202438	6.6%
F	113562	3.7%
Other values (2)	214781	7.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3054084	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	490087	16.0%
o	388868	12.7%
e	388868	12.7%
C	275306	9.0%
h	275306	9.0%
m	275306	9.0%
i	214781	7.0%
f	214781	7.0%
a	202438	6.6%
F	113562	3.7%
Other values (2)	214781	7.0%

device
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Desktop	497520
Mobile	30485

Length

Max length	7
Median length	7
Mean length	6.9422638
Min length	6

Characters and Unicode

Total characters	3665550
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Desktop
2nd row	Desktop
3rd row	Desktop
4th row	Desktop
5th row	Desktop

Common Values

Value	Count	Frequency (%)
Desktop	497520	94.2%
Mobile	30485	5.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
desktop	497520	94.2%
mobile	30485	5.8%

Most occurring characters

Value	Count	Frequency (%)
e	528005	14.4%
o	528005	14.4%
D	497520	13.6%
s	497520	13.6%
k	497520	13.6%
t	497520	13.6%
p	497520	13.6%
M	30485	0.8%
b	30485	0.8%
i	30485	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3665550	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	528005	14.4%
o	528005	14.4%
D	497520	13.6%
s	497520	13.6%
k	497520	13.6%
t	497520	13.6%
p	497520	13.6%
M	30485	0.8%
b	30485	0.8%
i	30485	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3665550	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	528005	14.4%
o	528005	14.4%
D	497520	13.6%
s	497520	13.6%
k	497520	13.6%
t	497520	13.6%
p	497520	13.6%
M	30485	0.8%
b	30485	0.8%
i	30485	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3665550	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	528005	14.4%
o	528005	14.4%
D	497520	13.6%
s	497520	13.6%
k	497520	13.6%
t	497520	13.6%
p	497520	13.6%
M	30485	0.8%
b	30485	0.8%
i	30485	0.8%

city
Text

Distinct	187
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Length

Max length	42
Median length	32
Mean length	20.136891
Min length	4

Characters and Unicode

Total characters	10632379
Distinct characters	54
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Corpus Christi
2nd row	Houston-The Woodlands-Sugar Land
3rd row	Orlando-Kissimmee-Sanford
4th row	Orlando-Kissimmee-Sanford
5th row	Mobile

Value	Count	Frequency (%)
city	51680	5.8%
new	45353	5.1%
york-newark-jersey	40156	4.5%
los	34278	3.9%
angeles-long	34278	3.9%
beach-anaheim	34278	3.9%
san	18557	2.1%
boston-cambridge-newton	17574	2.0%
chicago-naperville-elgin	15194	1.7%
francisco-oakland-hayward	11428	1.3%
Other values (231)	587234	66.0%

Most occurring characters

Value	Count	Frequency (%)
e	969488	9.1%
a	877940	8.3%
o	742296	7.0%
n	722917	6.8%
-	629150	5.9%
r	620281	5.8%
i	553202	5.2%
l	546456	5.1%
s	490164	4.6%
t	464881	4.4%
Other values (44)	4015604	37.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10632379	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	969488	9.1%
a	877940	8.3%
o	742296	7.0%
n	722917	6.8%
-	629150	5.9%
r	620281	5.8%
i	553202	5.2%
l	546456	5.1%
s	490164	4.6%
t	464881	4.4%
Other values (44)	4015604	37.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10632379	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	969488	9.1%
a	877940	8.3%
o	742296	7.0%
n	722917	6.8%
-	629150	5.9%
r	620281	5.8%
i	553202	5.2%
l	546456	5.1%
s	490164	4.6%
t	464881	4.4%
Other values (44)	4015604	37.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10632379	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	969488	9.1%
a	877940	8.3%
o	742296	7.0%
n	722917	6.8%
-	629150	5.9%
r	620281	5.8%
i	553202	5.2%
l	546456	5.1%
s	490164	4.6%
t	464881	4.4%
Other values (44)	4015604	37.8%

region
Categorical

High correlation Missing

Distinct	43
Distinct (%)	< 0.1%
Missing	152015
Missing (%)	28.8%
Memory size	4.0 MiB

CA	78171
TX	42442
FL	32129
NC	18024
GA	16041
Other values (38)	189183

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	751980
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TX
2nd row	TX
3rd row	FL
4th row	FL
5th row	AL

Common Values

Value	Count	Frequency (%)
CA	78171	14.8%
TX	42442	8.0%
FL	32129	6.1%
NC	18024	3.4%
GA	16041	3.0%
AZ	13997	2.7%
MI	13724	2.6%
CO	12485	2.4%
WI	12273	2.3%
TN	11090	2.1%
Other values (33)	125614	23.8%
(Missing)	152015	28.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ca	78171	20.8%
tx	42442	11.3%
fl	32129	8.5%
nc	18024	4.8%
ga	16041	4.3%
az	13997	3.7%
mi	13724	3.7%
co	12485	3.3%
wi	12273	3.3%
tn	11090	2.9%
Other values (33)	125614	33.4%

Most occurring characters

Value	Count	Frequency (%)
A	151684	20.2%
C	116170	15.4%
T	66259	8.8%
N	63275	8.4%
L	52796	7.0%
I	43554	5.8%
X	42442	5.6%
M	34763	4.6%
F	32129	4.3%
W	22603	3.0%
Other values (14)	126305	16.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	751980	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	151684	20.2%
C	116170	15.4%
T	66259	8.8%
N	63275	8.4%
L	52796	7.0%
I	43554	5.8%
X	42442	5.6%
M	34763	4.6%
F	32129	4.3%
W	22603	3.0%
Other values (14)	126305	16.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	751980	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	151684	20.2%
C	116170	15.4%
T	66259	8.8%
N	63275	8.4%
L	52796	7.0%
I	43554	5.8%
X	42442	5.6%
M	34763	4.6%
F	32129	4.3%
W	22603	3.0%
Other values (14)	126305	16.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	751980	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	151684	20.2%
C	116170	15.4%
T	66259	8.8%
N	63275	8.4%
L	52796	7.0%
I	43554	5.8%
X	42442	5.6%
M	34763	4.6%
F	32129	4.3%
W	22603	3.0%
Other values (14)	126305	16.8%

country
Categorical

High correlation Imbalance

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

USA	375990
NY-NJ-PA	40156
MA-NH	17574
IL-IN-WI	15194
MN-WI	7479
Other values (23)	71612

Length

Max length	11
Median length	3
Mean length	4.0611453
Min length	3

Characters and Unicode

Total characters	2144305
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	USA
2nd row	USA
3rd row	USA
4th row	USA
5th row	USA

Common Values

Value	Count	Frequency (%)
USA	375990	71.2%
NY-NJ-PA	40156	7.6%
MA-NH	17574	3.3%
IL-IN-WI	15194	2.9%
MN-WI	7479	1.4%
KY-IN	7457	1.4%
PA-NJ-DE-MD	6962	1.3%
MO-KS	6956	1.3%
VA-NC	6624	1.3%
DC-VA-MD-WV	6181	1.2%
Other values (18)	37432	7.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
usa	375990	71.2%
ny-nj-pa	40156	7.6%
ma-nh	17574	3.3%
il-in-wi	15194	2.9%
mn-wi	7479	1.4%
ky-in	7457	1.4%
pa-nj-de-md	6962	1.3%
mo-ks	6956	1.3%
va-nc	6624	1.3%
dc-va-md-wv	6181	1.2%
Other values (18)	37432	7.1%

Most occurring characters

Value	Count	Frequency (%)
A	474753	22.1%
S	390022	18.2%
U	376184	17.5%
-	237435	11.1%
N	158604	7.4%
I	77055	3.6%
M	64932	3.0%
J	49735	2.3%
P	49735	2.3%
Y	48927	2.3%
Other values (12)	216923	10.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2144305	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	474753	22.1%
S	390022	18.2%
U	376184	17.5%
-	237435	11.1%
N	158604	7.4%
I	77055	3.6%
M	64932	3.0%
J	49735	2.3%
P	49735	2.3%
Y	48927	2.3%
Other values (12)	216923	10.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2144305	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	474753	22.1%
S	390022	18.2%
U	376184	17.5%
-	237435	11.1%
N	158604	7.4%
I	77055	3.6%
M	64932	3.0%
J	49735	2.3%
P	49735	2.3%
Y	48927	2.3%
Other values (12)	216923	10.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2144305	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	474753	22.1%
S	390022	18.2%
U	376184	17.5%
-	237435	11.1%
N	158604	7.4%
I	77055	3.6%
M	64932	3.0%
J	49735	2.3%
P	49735	2.3%
Y	48927	2.3%
Other values (12)	216923	10.1%

Interactions

Correlations

	auth	browser	country	device	gender	itemInSession	length	level	method	os	page	region	registration	sessionId	status	ts	userId
auth	1.000	0.001	0.004	0.002	0.000	0.001	1.000	0.003	0.048	0.000	1.000	0.011	0.003	0.008	0.004	0.001	0.058
browser	0.001	1.000	0.334	0.505	0.005	0.051	0.000	0.019	0.000	0.400	0.006	0.441	0.135	0.065	0.001	0.048	1.000
country	0.004	0.334	1.000	0.444	0.305	0.054	0.000	0.171	0.024	0.330	0.010	1.000	0.266	0.124	0.004	0.092	1.000
device	0.002	0.505	0.444	1.000	0.025	0.021	0.000	0.016	0.001	0.279	0.007	0.192	0.212	0.036	0.003	0.053	1.000
gender	0.000	0.005	0.305	0.025	1.000	0.032	0.000	0.002	0.000	0.105	0.003	0.432	0.126	0.080	0.000	0.037	1.000
itemInSession	0.001	0.051	0.054	0.021	0.032	1.000	0.001	0.281	0.044	0.038	0.024	0.079	-0.005	0.142	0.004	0.076	-0.089
length	1.000	0.000	0.000	0.000	0.000	0.001	1.000	0.002	1.000	0.000	1.000	0.001	-0.000	-0.003	1.000	-0.003	0.000
level	0.003	0.019	0.171	0.016	0.002	0.281	0.002	1.000	0.124	0.001	0.250	0.211	0.080	0.252	0.005	0.265	0.688
method	0.048	0.000	0.024	0.001	0.000	0.044	1.000	0.124	1.000	0.000	1.000	0.031	0.012	0.037	0.138	0.032	0.094
os	0.000	0.400	0.330	0.279	0.105	0.038	0.000	0.001	0.000	1.000	0.001	0.558	0.176	0.064	0.000	0.055	1.000
page	1.000	0.006	0.010	0.007	0.003	0.024	1.000	0.250	1.000	0.001	1.000	0.015	0.008	0.027	1.000	0.022	0.051
region	0.011	0.441	1.000	0.192	0.432	0.079	0.001	0.211	0.031	0.558	0.015	1.000	0.461	0.192	0.013	0.147	1.000
registration	0.003	0.135	0.266	0.212	0.126	-0.005	-0.000	0.080	0.012	0.176	0.008	0.461	1.000	-0.054	0.004	0.019	0.028
sessionId	0.008	0.065	0.124	0.036	0.080	0.142	-0.003	0.252	0.037	0.064	0.027	0.192	-0.054	1.000	0.019	0.693	-0.545
status	0.004	0.001	0.004	0.003	0.000	0.004	1.000	0.005	0.138	0.000	1.000	0.013	0.004	0.019	1.000	0.002	0.028
ts	0.001	0.048	0.092	0.053	0.037	0.076	-0.003	0.265	0.032	0.055	0.022	0.147	0.019	0.693	0.002	1.000	-0.063
userId	0.058	1.000	1.000	1.000	1.000	-0.089	0.000	0.688	0.094	1.000	0.051	1.000	0.028	-0.545	0.028	-0.063	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	ts	userId	sessionId	page	auth	method	status	level	itemInSession	location	userAgent	lastName	firstName	registration	gender	artist	song	length	ts_dt	registration_dt	os	browser	device	city	region	country
0	1538352011000	293	292	NextSong	Logged In	PUT	200	free	20	Corpus Christi, TX	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.125 Safari/537.36"	Morales	Joseph	1532063507000	M	Martin Orford	Grand Designs	597.55057	2018-10-01 00:00:11+00:00	2018-07-20 05:11:47+00:00	macOS	Chrome	Desktop	Corpus Christi	TX	USA
1	1538352025000	98	97	NextSong	Logged In	PUT	200	free	74	Houston-The Woodlands-Sugar Land, TX	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.143 Safari/537.36"	Larson	Sawyer	1538069638000	M	John Brown's Body	Bulls	380.21179	2018-10-01 00:00:25+00:00	2018-09-27 17:33:58+00:00	macOS	Chrome	Desktop	Houston-The Woodlands-Sugar Land	TX	USA
2	1538352118000	179	178	NextSong	Logged In	PUT	200	paid	184	Orlando-Kissimmee-Sanford, FL	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.143 Safari/537.36"	Santiago	Maverick	1535953455000	M	Afroman	Because I Got High	202.37016	2018-10-01 00:01:58+00:00	2018-09-03 05:44:15+00:00	macOS	Chrome	Desktop	Orlando-Kissimmee-Sanford	FL	USA
3	1538352119000	179	178	Logout	Logged In	PUT	307	paid	185	Orlando-Kissimmee-Sanford, FL	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.143 Safari/537.36"	Santiago	Maverick	1535953455000	M	<NA>	<NA>	NaN	2018-10-01 00:01:59+00:00	2018-09-03 05:44:15+00:00	macOS	Chrome	Desktop	Orlando-Kissimmee-Sanford	FL	USA
4	1538352124000	246	245	NextSong	Logged In	PUT	200	paid	22	Mobile, AL	Mozilla/5.0 (Windows NT 6.1; WOW64; rv:31.0) Gecko/20100101 Firefox/31.0	Campos	Gianna	1535931018000	F	Lily Allen	Smile (Radio Edit)	194.53342	2018-10-01 00:02:04+00:00	2018-09-02 23:30:18+00:00	Windows	Firefox	Desktop	Mobile	AL	USA
5	1538352125000	163	162	NextSong	Logged In	PUT	200	paid	266	Rochester, MN	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.94 Safari/537.36"	Gordon	Sofia	1533175710000	F	Carter USM	Airplane Food	138.29179	2018-10-01 00:02:05+00:00	2018-08-02 02:08:30+00:00	macOS	Chrome	Desktop	Rochester	MN	USA
6	1538352176000	179	178	Home	Logged In	GET	200	paid	190	Orlando-Kissimmee-Sanford, FL	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.143 Safari/537.36"	Santiago	Maverick	1535953455000	M	<NA>	<NA>	NaN	2018-10-01 00:02:56+00:00	2018-09-03 05:44:15+00:00	macOS	Chrome	Desktop	Orlando-Kissimmee-Sanford	FL	USA
7	1538352215000	175	442	NextSong	Logged In	PUT	200	free	107	El Campo, TX	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.94 Safari/537.36"	Castaneda	Lacey	1537536032000	F	Aerosmith	Walk This Way	220.39465	2018-10-01 00:03:35+00:00	2018-09-21 13:20:32+00:00	macOS	Chrome	Desktop	El Campo	TX	USA
8	1538352241000	100	497	Home	Logged In	GET	200	free	0	Dallas-Fort Worth-Arlington, TX	Mozilla/5.0 (Windows NT 6.1; WOW64; rv:30.0) Gecko/20100101 Firefox/30.0	Larson	Colin	1537982255000	M	<NA>	<NA>	NaN	2018-10-01 00:04:01+00:00	2018-09-26 17:17:35+00:00	Windows	Firefox	Desktop	Dallas-Fort Worth-Arlington	TX	USA
9	1538352259000	100	497	NextSong	Logged In	PUT	200	free	1	Dallas-Fort Worth-Arlington, TX	Mozilla/5.0 (Windows NT 6.1; WOW64; rv:30.0) Gecko/20100101 Firefox/30.0	Larson	Colin	1537982255000	M	Amy Winehouse	Teach Me Tonight	201.50812	2018-10-01 00:04:19+00:00	2018-09-26 17:17:35+00:00	Windows	Firefox	Desktop	Dallas-Fort Worth-Arlington	TX	USA

	ts	userId	sessionId	page	auth	method	status	level	itemInSession	location	userAgent	lastName	firstName	registration	gender	artist	song	length	ts_dt	registration_dt	os	browser	device	city	region	country
527995	1543622376000	27	4518	NextSong	Logged In	PUT	200	paid	177	Hartford-West Hartford-East Hartford, CT	"Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.143 Safari/537.36"	Raymond	Ethan	1534245996000	M	Marilyn Manson	The Beautiful People	218.82730	2018-11-30 23:59:36+00:00	2018-08-14 11:26:36+00:00	Windows	Chrome	Desktop	Hartford-West Hartford-East Hartford	CT	USA
527996	1543622378000	86	4704	NextSong	Logged In	PUT	200	paid	226	Jacksonville, FL	Mozilla/5.0 (Windows NT 6.1; WOW64; rv:31.0) Gecko/20100101 Firefox/31.0	Reilly	Jaxon	1531760527000	M	The Derek Trucks Band	I'd Rather Be Blind_ Crippled And Crazy	276.53179	2018-11-30 23:59:38+00:00	2018-07-16 17:02:07+00:00	Windows	Firefox	Desktop	Jacksonville	FL	USA
527997	1543622379000	153	4683	NextSong	Logged In	PUT	200	paid	197	Greensboro-High Point, NC	"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.125 Safari/537.36"	Poole	Andrew	1537085185000	M	Benny Neyman	Waarom Fluister Ik Je Naam Nog	224.75710	2018-11-30 23:59:39+00:00	2018-09-16 08:06:25+00:00	Windows	Chrome	Desktop	Greensboro-High Point	NC	USA
527998	1543622379000	46	4429	NextSong	Logged In	PUT	200	free	20	Los Angeles-Long Beach-Anaheim, CA	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.143 Safari/537.36"	Rodriguez	Adelaida	1537767796000	F	Dwight Yoakam	You're The One	239.30730	2018-11-30 23:59:39+00:00	2018-09-24 05:43:16+00:00	macOS	Chrome	Desktop	Los Angeles-Long Beach-Anaheim	CA	USA
527999	1543622392000	300038	966	NextSong	Logged In	PUT	200	paid	36	Lakeland-Winter Haven, FL	"Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/537.51.2 (KHTML, like Gecko) Version/7.0 Mobile/11D257 Safari/9537.53"	Reed	Aiden	1535616235000	M	Hinder	Lips Of An Angel	262.05995	2018-11-30 23:59:52+00:00	2018-08-30 08:03:55+00:00	macOS	Safari	Mobile	Lakeland-Winter Haven	FL	USA
528000	1543622393000	163	4669	Home	Logged In	GET	200	paid	21	Rochester, MN	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.94 Safari/537.36"	Gordon	Sofia	1533175710000	F	<NA>	<NA>	NaN	2018-11-30 23:59:53+00:00	2018-08-02 02:08:30+00:00	macOS	Chrome	Desktop	Rochester	MN	USA
528001	1543622401000	300015	981	NextSong	Logged In	PUT	200	paid	109	San Antonio-New Braunfels, TX	"Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/537.51.2 (KHTML, like Gecko) Version/7.0 Mobile/11D257 Safari/9537.53"	White	Joshua	1528780738000	M	Jack Johnson	Do You Remember	144.06485	2018-12-01 00:00:01+00:00	2018-06-12 05:18:58+00:00	macOS	Safari	Mobile	San Antonio-New Braunfels	TX	USA
528002	1543622404000	163	4669	NextSong	Logged In	PUT	200	paid	22	Rochester, MN	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.94 Safari/537.36"	Gordon	Sofia	1533175710000	F	Deep Blue Something	Breakfast At Tiffany's	257.22730	2018-12-01 00:00:04+00:00	2018-08-02 02:08:30+00:00	macOS	Chrome	Desktop	Rochester	MN	USA
528003	1543622405000	100008	405	NextSong	Logged In	PUT	200	paid	78	Los Angeles-Long Beach-Anaheim, CA	Mozilla/5.0 (Macintosh; Intel Mac OS X 10.7; rv:31.0) Gecko/20100101 Firefox/31.0	Stone	Bryanna	1537440271000	F	Creedence Clearwater Revival	Long As I Can See The Light	213.10649	2018-12-01 00:00:05+00:00	2018-09-20 10:44:31+00:00	macOS	Firefox	Desktop	Los Angeles-Long Beach-Anaheim	CA	USA
528004	1543622466000	200030	666	NextSong	Logged In	PUT	200	paid	95	Chicago-Naperville-Elgin, IL-IN-WI	"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.78.2 (KHTML, like Gecko) Version/7.0.6 Safari/537.78.2"	Sandoval	Aven	1538334792000	M	Limp Bizkit	The Truth	325.51138	2018-12-01 00:01:06+00:00	2018-09-30 19:13:12+00:00	macOS	Safari	Desktop	Chicago-Naperville-Elgin	None	IL-IN-WI

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)